The old book, *Grimm's Fairy Tales*, felt heavy in her hands. She had always loved the dark stories, the twisted endings. The letter fell out, a simple note, written in pencil on a scrap of paper, revealed a secret. A secret about her family. The world tilted on its axis.

Her throat constricted, making it difficult to breathe. She slammed the book onto the table, the force of the action rattling the dishes. She felt a burning pressure behind her eyes, the familiar precursor to a meltdown.

She fumbled for her phone, dialing her sister's number. Her voice caught, a strangled sound that was half-sob, half-plea. The walls seemed to be closing in, trapping her in a suffocating embrace.

Emotion: hysterical

Cluster: Fear / Anxiety
PC1 (Valence): -3.19 Negative
PC2 (Disposition): -0.45

Role in Research

This story is one of 1,000 stories generated for the emotion hysterical. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hysterical stories, after denoising with neutral dialogue baselines, produces the hysterical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hysterical vector is projected through the unembedding matrix.

Promoted:
worse0.401
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359